{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Assignment 2. PCA\n",
        "\n",
        "Argyn Kuketayev (c) **2023-2024**"
      ],
      "metadata": {
        "id": "wQbCg5v-jsxa"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Get TIPS Data from Fred (2 points)\n",
        "Original source: H.15 Series at FRB, https://www.federalreserve.gov/releases/h15/\n",
        "\n",
        "St.Louis Fed's FRED Database allows to conveniently download the data, e.g. 10 Year TIPS rate: https://fred.stlouisfed.org/series/DFII10\n"
      ],
      "metadata": {
        "id": "KQ9QSFeuadUH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "# YOUR CODE STARTS HERE\n",
        "#\n",
        "# use pandas_datareader package to download TIPS series: 'DFII5','DFII7','DFII10','DFII20','DFII30'\n",
        "# from Fred\n",
        "# for dates between 2013 Jan 1 and 2023 Jan 1.\n",
        "# put the data into pandas DataFrame.\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "data = pd.DataFrame(columns=['DFII5','DFII7','DFII10','DFII20','DFII30'], index=pd.date_range('2013-01-01', '2023-01-01'))\n",
        "data.iloc[1:10,:] = np.random.rand(9,5)\n",
        "#\n",
        "# YOUR CODE ENDS HERE\n",
        "#\n",
        "print('Original data', data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "51lR3kjyaCO1",
        "outputId": "bbb5e51a-0eda-4309-ebbc-1ee0b18df67e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original data                DFII5     DFII7    DFII10    DFII20    DFII30\n",
            "2013-01-01       NaN       NaN       NaN       NaN       NaN\n",
            "2013-01-02  0.158272  0.120123  0.127029  0.075072  0.572994\n",
            "2013-01-03  0.440099  0.652449  0.093814  0.347132  0.579403\n",
            "2013-01-04   0.60284  0.518958  0.728025  0.320789  0.412155\n",
            "2013-01-05  0.574596  0.925538  0.572713  0.734526  0.871344\n",
            "...              ...       ...       ...       ...       ...\n",
            "2022-12-28       NaN       NaN       NaN       NaN       NaN\n",
            "2022-12-29       NaN       NaN       NaN       NaN       NaN\n",
            "2022-12-30       NaN       NaN       NaN       NaN       NaN\n",
            "2022-12-31       NaN       NaN       NaN       NaN       NaN\n",
            "2023-01-01       NaN       NaN       NaN       NaN       NaN\n",
            "\n",
            "[3653 rows x 5 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Clean up the dataset to drop rows with empty cells (1 point)"
      ],
      "metadata": {
        "id": "a5Hr4n75e3L3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "# YOUR CODE STARTS HERE\n",
        "#\n",
        "ds = data.iloc[1:10,:]\n",
        "print('Cleaned data', ds)\n",
        "#\n",
        "# YOUR CODE ENDS HERE\n",
        "#"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y3-Yf5Ywa6HO",
        "outputId": "9914f528-2592-4bad-b9d0-6b3d72345a14"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cleaned data                DFII5     DFII7    DFII10    DFII20    DFII30\n",
            "2013-01-02  0.158272  0.120123  0.127029  0.075072  0.572994\n",
            "2013-01-03  0.440099  0.652449  0.093814  0.347132  0.579403\n",
            "2013-01-04   0.60284  0.518958  0.728025  0.320789  0.412155\n",
            "2013-01-05  0.574596  0.925538  0.572713  0.734526  0.871344\n",
            "2013-01-06  0.539816  0.697259  0.346162  0.687629  0.591554\n",
            "2013-01-07  0.547968   0.35622  0.179708  0.395616  0.024551\n",
            "2013-01-08  0.107414  0.286412   0.21066  0.185975  0.387365\n",
            "2013-01-09   0.58364  0.643396  0.515573  0.003627  0.541396\n",
            "2013-01-10  0.002624  0.404488  0.923397  0.044944  0.497522\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Plot the series (2 point)"
      ],
      "metadata": {
        "id": "BkP0ICTnfAYK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "# YOUR CODE STARTS HERE\n",
        "#\n",
        "# use matplotlib package to plot the cleaned series ds\n",
        "\n",
        "#\n",
        "# YOUR CODE ENDS HERE\n",
        "#"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "FRO5mcq4bjTi",
        "outputId": "e7591168-c00b-4d41-ce53-9982ffcf1a49"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Original data')"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## OPTIONAL. Plot the differenced series"
      ],
      "metadata": {
        "id": "-q7qNSzwfFlj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "# YOUR CODE STARTS HERE\n",
        "#\n",
        "# use matplotlib package to plot the differenced series created from cleaned series ds\n",
        "\n",
        "#\n",
        "# YOUR CODE ENDS HERE\n",
        "#"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 482
        },
        "id": "ee3TIQvPb6Rl",
        "outputId": "79d3d6c5-eef9-496c-d21c-d50b72d55f6d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Differenced data')"
            ]
          },
          "metadata": {},
          "execution_count": 48
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Run PCA (4 points).\n",
        "Use\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "Examples: https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html\n",
        "\n",
        "Store the fitted PCA in variable 'pca'\n",
        "\n",
        "Extract only first two principal components.\n",
        "\n",
        "Print out the explained variances."
      ],
      "metadata": {
        "id": "xIDCznjdfMvQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# @title\n",
        "import numpy as np\n",
        "from sklearn.decomposition import PCA\n",
        "pca = PCA(n_components=2)\n",
        "#pcs = pca.fit_transform(dds.iloc[1:])\n",
        "pcs = pca.fit_transform(ds)\n",
        "\n",
        "print('Explained variance:', pca.explained_variance_ratio_)\n",
        "print('Cumulative Explained variance:', np.cumsum(pca.explained_variance_ratio_))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qxZP0mA_bt_b",
        "outputId": "2e24834b-29ad-497b-90ff-cc9deb260bb2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Explained variance: [0.90729305 0.08950989]\n",
            "Cumulative Explained variance: [0.90729305 0.99680294]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "pca1 = PCA(n_components=2)\n",
        "pca1.fit(ds)\n",
        "print(pca1.explained_variance_ratio_)\n",
        "print(np.cumsum(pca1.explained_variance_ratio_))\n",
        "\n",
        "pcs1 = pca1.transform(ds)\n",
        "plt.plot(ds.index,pcs1)\n",
        "plt.legend(['1','2'])\n",
        "\n",
        "print(pca1.components_)\n",
        "plt.figure()\n",
        "plt.plot([5,7,10,20,30], pca1.components_.T)\n",
        "\n",
        "plt.figure()\n",
        "recovered = pca1.inverse_transform(pcs1)\n",
        "plt.plot(ds.index, recovered)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "-CfFk5moqnWe",
        "outputId": "eba6f303-03b6-4de1-aba1-d5e6030aa671"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0.90729305 0.08950989]\n",
            "[0.90729305 0.99680294]\n",
            "[[-0.51921196 -0.49034944 -0.45176463 -0.39369758 -0.3617835 ]\n",
            " [-0.60879529 -0.24390885  0.0848363   0.478372    0.57778871]]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7dacebd7c6d0>,\n",
              " <matplotlib.lines.Line2D at 0x7dacebc1d780>,\n",
              " <matplotlib.lines.Line2D at 0x7dacebc1fb50>,\n",
              " <matplotlib.lines.Line2D at 0x7dacebc1cdf0>,\n",
              " <matplotlib.lines.Line2D at 0x7dacebc1f460>]"
            ]
          },
          "metadata": {},
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Plot results (3 points)\n",
        "\n",
        "Plot the extracted PCs\n",
        "\n",
        "Recover the original series from the PCs and plot them.\n",
        "\n",
        "Plot the coefficients,"
      ],
      "metadata": {
        "id": "9fA-lHQ6f8V7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# @title\n",
        "import matplotlib.pyplot as plt\n",
        "plt.plot(ds.index,pcs)\n",
        "plt.title('PCs')\n",
        "plt.legend(['pc1', 'pc2'])\n",
        "\n",
        "plt.figure()\n",
        "recX = pca.inverse_transform(pcs)\n",
        "plt.title('Recovered data')\n",
        "plt.plot(ds.index, recX)\n",
        "\n",
        "\n",
        "print(pca.components_)\n",
        "plt.figure()\n",
        "plt.plot(pca.components_.T)\n",
        "plt.title('PC coefficients')\n",
        "plt.legend(['pc1', 'pc2'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1396
        },
        "id": "FUvJ05Jsc2Od",
        "outputId": "1ed62626-d820-482c-e3be-88a4b421e419"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[-0.51921196 -0.49034944 -0.45176463 -0.39369758 -0.3617835 ]\n",
            " [-0.60879529 -0.24390885  0.0848363   0.478372    0.57778871]]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7b8e7112b160>"
            ]
          },
          "metadata": {},
          "execution_count": 47
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}